{"id":"W2889154912","doi":"10.1190/tle37090702.1","title":"Full Spectrum","year":2018,"lang":"en","type":"article","venue":"The Leading Edge","topic":"Advanced Computational Techniques and Applications","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kingston Process Metallurgy (Canada)","funders":"","keywords":"Pillar; Exploration geophysics; Geophysics; Energy (signal processing); Class (philosophy); Broad spectrum; Computer science; Engineering ethics; Engineering; Data science; Geology; Physics; Mechanical engineering; Artificial intelligence","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009279227,0.00004629595,0.00004043182,0.00002127161,0.0001962626,0.00004883994,0.0006430059,0.00001303256,0.00000833018],"category_scores_gemma":[0.000006610054,0.00003236856,0.00002089004,0.0002293116,0.00006489338,0.0001029345,0.0001238912,0.00006067433,0.0007982617],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001758917,"about_ca_system_score_gemma":0.00001204086,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001416496,"about_ca_topic_score_gemma":0.00000200341,"domain_scores_codex":[0.9995962,0.00001105972,0.00006462416,0.0001333541,0.00007429331,0.0001205018],"domain_scores_gemma":[0.9995255,0.00005152091,0.00002957688,0.0003452872,0.00002608002,0.00002201097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[9.255791e-7,0.00000711149,0.000004520897,5.531897e-7,0.000001905856,3.795726e-7,0.000180438,0.00002519274,0.00108457,0.9750242,0.007955628,0.01571457],"study_design_scores_gemma":[0.00004925532,0.00008926084,0.0002214356,0.000006796452,0.00000172963,0.00002629059,0.000003845708,0.03409976,0.01154671,0.6686603,0.2851899,0.0001047562],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.001695892,0.00001496834,0.9683346,0.009087243,0.0001135448,0.00006580311,3.118106e-7,0.0002828985,0.02040471],"genre_scores_gemma":[0.8864111,0.000003371584,0.1100135,0.001183127,0.0004118062,0.00001770589,5.304779e-7,0.000005525281,0.001953319],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8847152,"threshold_uncertainty_score":0.9999797,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02495163971974709,"score_gpt":0.3052185234703974,"score_spread":0.2802668837506503,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}